Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 9694 |
| Missing cells | 1537 |
| Missing cells (%) | 0.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.4 MiB |
| Average record size in memory | 258.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 14 |
| Boolean | 6 |
diag_1 has a high cardinality: 447 distinct values | High cardinality |
diag_2 has a high cardinality: 441 distinct values | High cardinality |
diag_3 has a high cardinality: 468 distinct values | High cardinality |
change is highly correlated with diabetesMed | High correlation |
insulin is highly correlated with diabetesMed | High correlation |
diabetesMed is highly correlated with change and 1 other fields | High correlation |
gender is highly correlated with hemoglobin_level | High correlation |
age is highly correlated with medical_specialty | High correlation |
admission_type_code is highly correlated with admission_source_code and 1 other fields | High correlation |
admission_source_code is highly correlated with admission_type_code and 1 other fields | High correlation |
medical_specialty is highly correlated with age and 2 other fields | High correlation |
hemoglobin_level is highly correlated with gender | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
age has 293 (3.0%) missing values | Missing |
weight has 166 (1.7%) missing values | Missing |
admission_type_code has 146 (1.5%) missing values | Missing |
num_lab_procedures has 184 (1.9%) missing values | Missing |
num_medications has 308 (3.2%) missing values | Missing |
diag_2 has 169 (1.7%) missing values | Missing |
readmitted has 200 (2.1%) missing values | Missing |
number_emergency is highly skewed (γ1 = 32.69060597) | Skewed |
admission_id has unique values | Unique |
num_procedures has 4385 (45.2%) zeros | Zeros |
number_outpatient has 8093 (83.5%) zeros | Zeros |
number_emergency has 8613 (88.8%) zeros | Zeros |
number_inpatient has 6490 (66.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-04 15:31:59.845751 |
|---|---|
| Analysis finished | 2022-03-04 15:32:37.344006 |
| Duration | 37.5 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 9694 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91396.53858 |
| Minimum | 81412 |
|---|---|
| Maximum | 101440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 81412 |
|---|---|
| 5-th percentile | 82456.95 |
| Q1 | 86442.25 |
| median | 91364 |
| Q3 | 96385.25 |
| 95-th percentile | 100380.35 |
| Maximum | 101440 |
| Range | 20028 |
| Interquartile range (IQR) | 9943 |
Descriptive statistics
| Standard deviation | 5745.128963 |
|---|---|
| Coefficient of variation (CV) | 0.0628593714 |
| Kurtosis | -1.193941082 |
| Mean | 91396.53858 |
| Median Absolute Deviation (MAD) | 4974 |
| Skewness | 0.003909738519 |
| Sum | 885998045 |
| Variance | 33006506.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 92771 | 1 | < 0.1% |
| 101435 | 1 | < 0.1% |
| 89033 | 1 | < 0.1% |
| 86885 | 1 | < 0.1% |
| 98093 | 1 | < 0.1% |
| 89183 | 1 | < 0.1% |
| 81667 | 1 | < 0.1% |
| 89282 | 1 | < 0.1% |
| 88076 | 1 | < 0.1% |
| 83824 | 1 | < 0.1% |
| Other values (9684) | 9684 |
| Value | Count | Frequency (%) |
| 81412 | 1 | |
| 81415 | 1 | |
| 81417 | 1 | |
| 81418 | 1 | |
| 81419 | 1 | |
| 81420 | 1 | |
| 81426 | 1 | |
| 81427 | 1 | |
| 81429 | 1 | |
| 81431 | 1 |
| Value | Count | Frequency (%) |
| 101440 | 1 | |
| 101438 | 1 | |
| 101437 | 1 | |
| 101435 | 1 | |
| 101432 | 1 | |
| 101430 | 1 | |
| 101429 | 1 | |
| 101422 | 1 | |
| 101416 | 1 | |
| 101415 | 1 |
patient_id
Real number (ℝ≥0)
| Distinct | 9219 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108440221.2 |
| Minimum | 10368 |
|---|---|
| Maximum | 378731656 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 10368 |
|---|---|
| 5-th percentile | 2786253.3 |
| Q1 | 46740537 |
| median | 91137042 |
| Q3 | 175249750.5 |
| 95-th percentile | 222658891.2 |
| Maximum | 378731656 |
| Range | 378721288 |
| Interquartile range (IQR) | 128509213.5 |
Descriptive statistics
| Standard deviation | 77557704.94 |
|---|---|
| Coefficient of variation (CV) | 0.7152116076 |
| Kurtosis | -0.3056385962 |
| Mean | 108440221.2 |
| Median Absolute Deviation (MAD) | 66517875 |
| Skewness | 0.4817043225 |
| Sum | 1.051219505 × 1012 |
| Variance | 6.015197596 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 86281740 | 6 | 0.1% |
| 3061368 | 5 | 0.1% |
| 769806 | 5 | 0.1% |
| 85026852 | 4 | < 0.1% |
| 74193660 | 4 | < 0.1% |
| 46796904 | 4 | < 0.1% |
| 177579342 | 4 | < 0.1% |
| 186411312 | 3 | < 0.1% |
| 184554756 | 3 | < 0.1% |
| 99440244 | 3 | < 0.1% |
| Other values (9209) | 9653 |
| Value | Count | Frequency (%) |
| 10368 | 1 | |
| 13320 | 1 | |
| 13374 | 1 | |
| 16344 | 1 | |
| 22950 | 1 | |
| 24822 | 1 | |
| 26010 | 1 | |
| 29520 | 1 | |
| 37458 | 1 | |
| 44244 | 1 |
| Value | Count | Frequency (%) |
| 378731656 | 1 | |
| 378515620 | 1 | |
| 378390772 | 1 | |
| 378338950 | 1 | |
| 377407324 | 1 | |
| 376569694 | 1 | |
| 376238278 | 1 | |
| 375847048 | 1 | |
| 373535938 | 1 | |
| 373514608 | 1 |
race
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| White | |
| WHITE | 367 |
| African American | 352 |
| Other values (10) |
Length
| Max length | 16 |
|---|---|
| Median length | 9 |
| Mean length | 9.136476171 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Caucasian |
|---|---|
| 2nd row | African American |
| 3rd row | AfricanAmerican |
| 4th row | Caucasian |
| 5th row | Hispanic |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 5840 | |
| AfricanAmerican | 1096 | 11.3% |
| White | 701 | 7.2% |
| WHITE | 367 | 3.8% |
| African American | 352 | 3.6% |
| European | 264 | 2.7% |
| ? | 227 | 2.3% |
| Afro American | 174 | 1.8% |
| Other | 168 | 1.7% |
| Hispanic | 158 | 1.6% |
| Other values (5) | 347 | 3.6% |
Length
| Value | Count | Frequency (%) |
| caucasian | 5840 | |
| africanamerican | 1115 | 10.9% |
| white | 1068 | 10.5% |
| american | 526 | 5.1% |
| african | 352 | 3.4% |
| european | 264 | 2.6% |
| 227 | 2.2% | |
| afro | 174 | 1.7% |
| other | 168 | 1.6% |
| hispanic | 158 | 1.5% |
| Other values (4) | 328 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| Female | |
|---|---|
| Male | |
| Unknown/Invalid | 1 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 5.08200949 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 5239 | |
| Male | 4454 | |
| Unknown/Invalid | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| female | 5239 | |
| male | 4454 | |
| unknown/invalid | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 293 |
| Missing (%) | 3.0% |
| Memory size | 75.9 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.024997341 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [40-50) |
|---|---|
| 2nd row | [60-70) |
| 3rd row | [60-70) |
| 4th row | [50-60) |
| 5th row | [30-40) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 2471 | |
| [60-70) | 2113 | |
| [50-60) | 1606 | |
| [80-90) | 1498 | |
| [40-50) | 914 | 9.4% |
| [30-40) | 336 | 3.5% |
| [90-100) | 245 | 2.5% |
| [20-30) | 150 | 1.5% |
| [10-20) | 58 | 0.6% |
| [0-10) | 10 | 0.1% |
| (Missing) | 293 | 3.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 70-80 | 2471 | |
| 60-70 | 2113 | |
| 50-60 | 1606 | |
| 80-90 | 1498 | |
| 40-50 | 914 | 9.7% |
| 30-40 | 336 | 3.6% |
| 90-100 | 245 | 2.6% |
| 20-30 | 150 | 1.6% |
| 10-20 | 58 | 0.6% |
| 0-10 | 10 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 166 |
| Missing (%) | 1.7% |
| Memory size | 75.9 KiB |
| ? | |
|---|---|
| [75-100) | 130 |
| [50-75) | 75 |
| [100-125) | 68 |
| [125-150) | 15 |
| Other values (4) | 17 |
Length
| Max length | 9 |
|---|---|
| Median length | 1 |
| Mean length | 1.223971453 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 9223 | |
| [75-100) | 130 | 1.3% |
| [50-75) | 75 | 0.8% |
| [100-125) | 68 | 0.7% |
| [125-150) | 15 | 0.2% |
| [25-50) | 10 | 0.1% |
| [150-175) | 4 | < 0.1% |
| [0-25) | 2 | < 0.1% |
| [175-200) | 1 | < 0.1% |
| (Missing) | 166 | 1.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 9223 | ||
| 75-100 | 130 | 1.4% |
| 50-75 | 75 | 0.8% |
| 100-125 | 68 | 0.7% |
| 125-150 | 15 | 0.2% |
| 25-50 | 10 | 0.1% |
| 150-175 | 4 | < 0.1% |
| 0-25 | 2 | < 0.1% |
| 175-200 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 146 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.034352744 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.445375352 |
|---|---|
| Coefficient of variation (CV) | 0.7104841363 |
| Kurtosis | 1.961745858 |
| Mean | 2.034352744 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.586107859 |
| Sum | 19424 |
| Variance | 2.089109909 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5003 | |
| 3 | 1811 | 18.7% |
| 2 | 1759 | 18.1% |
| 6 | 492 | 5.1% |
| 5 | 448 | 4.6% |
| 8 | 33 | 0.3% |
| 7 | 2 | < 0.1% |
| (Missing) | 146 | 1.5% |
| Value | Count | Frequency (%) |
| 1 | 5003 | |
| 2 | 1759 | 18.1% |
| 3 | 1811 | 18.7% |
| 5 | 448 | 4.6% |
| 6 | 492 | 5.1% |
| 7 | 2 | < 0.1% |
| 8 | 33 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 33 | 0.3% |
| 7 | 2 | < 0.1% |
| 6 | 492 | 5.1% |
| 5 | 448 | 4.6% |
| 3 | 1811 | 18.7% |
| 2 | 1759 | 18.1% |
| 1 | 5003 |
discharge_disposition_code
Real number (ℝ≥0)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 71 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.612075236 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.257423183 |
|---|---|
| Coefficient of variation (CV) | 1.455513199 |
| Kurtosis | 6.464387079 |
| Mean | 3.612075236 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.667215004 |
| Sum | 34759 |
| Variance | 27.64049853 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5786 | |
| 3 | 1342 | 13.8% |
| 6 | 1244 | 12.8% |
| 18 | 379 | 3.9% |
| 2 | 202 | 2.1% |
| 22 | 181 | 1.9% |
| 5 | 118 | 1.2% |
| 25 | 95 | 1.0% |
| 4 | 70 | 0.7% |
| 7 | 55 | 0.6% |
| Other values (11) | 151 | 1.6% |
| (Missing) | 71 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 5786 | |
| 2 | 202 | 2.1% |
| 3 | 1342 | 13.8% |
| 4 | 70 | 0.7% |
| 5 | 118 | 1.2% |
| 6 | 1244 | 12.8% |
| 7 | 55 | 0.6% |
| 8 | 11 | 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 12 | 0.1% |
| 27 | 1 | < 0.1% |
| 25 | 95 | 1.0% |
| 23 | 50 | 0.5% |
| 22 | 181 | |
| 18 | 379 | |
| 17 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 4 | < 0.1% |
| 14 | 33 | 0.3% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.739942232 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.072911705 |
|---|---|
| Coefficient of variation (CV) | 0.7095736403 |
| Kurtosis | 1.695898731 |
| Mean | 5.739942232 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.024906791 |
| Sum | 55643 |
| Variance | 16.58860976 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 5468 | |
| 1 | 2841 | |
| 17 | 651 | 6.7% |
| 4 | 302 | 3.1% |
| 6 | 192 | 2.0% |
| 2 | 114 | 1.2% |
| 5 | 76 | 0.8% |
| 3 | 19 | 0.2% |
| 9 | 14 | 0.1% |
| 20 | 14 | 0.1% |
| Other values (2) | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2841 | |
| 2 | 114 | 1.2% |
| 3 | 19 | 0.2% |
| 4 | 302 | 3.1% |
| 5 | 76 | 0.8% |
| 6 | 192 | 2.0% |
| 7 | 5468 | |
| 8 | 1 | < 0.1% |
| 9 | 14 | 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 14 | 0.1% |
| 17 | 651 | 6.7% |
| 10 | 2 | < 0.1% |
| 9 | 14 | 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 5468 | |
| 6 | 192 | 2.0% |
| 5 | 76 | 0.8% |
| 4 | 302 | 3.1% |
| 3 | 19 | 0.2% |
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.389725603 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.004512179 |
|---|---|
| Coefficient of variation (CV) | 0.6844419107 |
| Kurtosis | 0.8095413805 |
| Mean | 4.389725603 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.130620534 |
| Sum | 42554 |
| Variance | 9.027093435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1692 | |
| 2 | 1656 | |
| 1 | 1388 | |
| 4 | 1275 | |
| 5 | 945 | |
| 6 | 720 | |
| 7 | 544 | 5.6% |
| 8 | 421 | 4.3% |
| 9 | 293 | 3.0% |
| 10 | 214 | 2.2% |
| Other values (4) | 546 | 5.6% |
| Value | Count | Frequency (%) |
| 1 | 1388 | |
| 2 | 1656 | |
| 3 | 1692 | |
| 4 | 1275 | |
| 5 | 945 | |
| 6 | 720 | |
| 7 | 544 | 5.6% |
| 8 | 421 | 4.3% |
| 9 | 293 | 3.0% |
| 10 | 214 | 2.2% |
| Value | Count | Frequency (%) |
| 14 | 93 | 1.0% |
| 13 | 128 | 1.3% |
| 12 | 139 | 1.4% |
| 11 | 186 | 1.9% |
| 10 | 214 | 2.2% |
| 9 | 293 | 3.0% |
| 8 | 421 | |
| 7 | 544 | |
| 6 | 720 | |
| 5 | 945 |
payer_code
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| ? | |
|---|---|
| MC | |
| HM | |
| SP | |
| BC | |
| Other values (12) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.603569218 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BC |
|---|---|
| 2nd row | ? |
| 3rd row | BC |
| 4th row | MC |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 3843 | |
| MC | 3038 | |
| HM | 617 | 6.4% |
| SP | 491 | 5.1% |
| BC | 453 | 4.7% |
| MD | 332 | 3.4% |
| UN | 244 | 2.5% |
| CP | 213 | 2.2% |
| CM | 195 | 2.0% |
| OG | 120 | 1.2% |
| Other values (7) | 148 | 1.5% |
Length
| Value | Count | Frequency (%) |
| 3843 | ||
| mc | 3038 | |
| hm | 617 | 6.4% |
| sp | 491 | 5.1% |
| bc | 453 | 4.7% |
| md | 332 | 3.4% |
| un | 244 | 2.5% |
| cp | 213 | 2.2% |
| cm | 195 | 2.0% |
| og | 120 | 1.2% |
| Other values (7) | 148 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| ? | |
|---|---|
| InternalMedicine | |
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Other values (45) |
Length
| Max length | 36 |
|---|---|
| Median length | 9 |
| Mean length | 8.737466474 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Endocrinology |
|---|---|
| 2nd row | ? |
| 3rd row | Family/GeneralPractice |
| 4th row | Radiologist |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 4707 | |
| InternalMedicine | 1355 | 14.0% |
| Emergency/Trauma | 759 | 7.8% |
| Family/GeneralPractice | 738 | 7.6% |
| Cardiology | 507 | 5.2% |
| Surgery-General | 299 | 3.1% |
| Orthopedics | 139 | 1.4% |
| Orthopedics-Reconstructive | 132 | 1.4% |
| Radiologist | 125 | 1.3% |
| Nephrology | 122 | 1.3% |
| Other values (40) | 811 | 8.4% |
Length
| Value | Count | Frequency (%) |
| 4707 | ||
| internalmedicine | 1355 | 14.0% |
| emergency/trauma | 759 | 7.8% |
| family/generalpractice | 738 | 7.6% |
| cardiology | 507 | 5.2% |
| surgery-general | 299 | 3.1% |
| orthopedics | 139 | 1.4% |
| orthopedics-reconstructive | 132 | 1.4% |
| radiologist | 125 | 1.3% |
| nephrology | 122 | 1.3% |
| Other values (40) | 811 | 8.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_prosthesis
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True | 95 |
| Value | Count | Frequency (%) |
| False | 9599 | |
| True | 95 | 1.0% |
complete_vaccination_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| Complete | |
|---|---|
| Incomplete | |
| None | 38 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.304105632 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Complete |
|---|---|
| 2nd row | Complete |
| 3rd row | Complete |
| 4th row | Complete |
| 5th row | Complete |
Common Values
| Value | Count | Frequency (%) |
| Complete | 8106 | |
| Incomplete | 1550 | 16.0% |
| None | 38 | 0.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| complete | 8106 | |
| incomplete | 1550 | 16.0% |
| none | 38 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 105 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 184 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.94090431 |
| Minimum | 1 |
|---|---|
| Maximum | 111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 111 |
| Range | 110 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.86203542 |
|---|---|
| Coefficient of variation (CV) | 0.4625434824 |
| Kurtosis | -0.2834919112 |
| Mean | 42.94090431 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2405578687 |
| Sum | 408368 |
| Variance | 394.500451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 320 | 3.3% |
| 43 | 255 | 2.6% |
| 42 | 219 | 2.3% |
| 49 | 218 | 2.2% |
| 45 | 217 | 2.2% |
| 44 | 216 | 2.2% |
| 39 | 206 | 2.1% |
| 40 | 206 | 2.1% |
| 46 | 203 | 2.1% |
| 37 | 198 | 2.0% |
| Other values (95) | 7252 |
| Value | Count | Frequency (%) |
| 1 | 320 | |
| 2 | 109 | 1.1% |
| 3 | 56 | 0.6% |
| 4 | 37 | 0.4% |
| 5 | 31 | 0.3% |
| 6 | 34 | 0.4% |
| 7 | 24 | 0.2% |
| 8 | 43 | 0.4% |
| 9 | 85 | 0.9% |
| 10 | 92 | 0.9% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 109 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 101 | 2 | |
| 100 | 3 | |
| 98 | 1 | < 0.1% |
| 97 | 4 | |
| 96 | 1 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.349391376 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4385 |
| Zeros (%) | 45.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.703723337 |
|---|---|
| Coefficient of variation (CV) | 1.262586502 |
| Kurtosis | 0.836890554 |
| Mean | 1.349391376 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.307333976 |
| Sum | 13081 |
| Variance | 2.902673208 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4385 | |
| 1 | 2007 | |
| 2 | 1234 | 12.7% |
| 3 | 914 | 9.4% |
| 6 | 461 | 4.8% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 4385 | |
| 1 | 2007 | |
| 2 | 1234 | 12.7% |
| 3 | 914 | 9.4% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| 6 | 461 | 4.8% |
| Value | Count | Frequency (%) |
| 6 | 461 | 4.8% |
| 5 | 326 | 3.4% |
| 4 | 367 | 3.8% |
| 3 | 914 | 9.4% |
| 2 | 1234 | 12.7% |
| 1 | 2007 | |
| 0 | 4385 |
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 308 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.0644577 |
| Minimum | 1 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 79 |
| Range | 78 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.277705312 |
|---|---|
| Coefficient of variation (CV) | 0.5152807188 |
| Kurtosis | 3.558316821 |
| Mean | 16.0644577 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.382377006 |
| Sum | 150781 |
| Variance | 68.52040523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 568 | 5.9% |
| 13 | 566 | 5.8% |
| 12 | 557 | 5.7% |
| 11 | 551 | 5.7% |
| 10 | 510 | 5.3% |
| 14 | 502 | 5.2% |
| 16 | 482 | 5.0% |
| 9 | 445 | 4.6% |
| 17 | 445 | 4.6% |
| 18 | 406 | 4.2% |
| Other values (54) | 4354 |
| Value | Count | Frequency (%) |
| 1 | 26 | 0.3% |
| 2 | 51 | 0.5% |
| 3 | 83 | 0.9% |
| 4 | 109 | 1.1% |
| 5 | 174 | 1.8% |
| 6 | 242 | |
| 7 | 355 | |
| 8 | 406 | |
| 9 | 445 | |
| 10 | 510 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| 61 | 4 | |
| 60 | 3 | |
| 59 | 3 | |
| 58 | 6 | |
| 57 | 3 | |
| 56 | 4 | |
| 55 | 3 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3634206726 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 8093 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.187414181 |
|---|---|
| Coefficient of variation (CV) | 3.267327014 |
| Kurtosis | 70.18884936 |
| Mean | 0.3634206726 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.716536954 |
| Sum | 3523 |
| Variance | 1.409952437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8093 | |
| 1 | 824 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 212 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 8 | 11 | 0.1% |
| 7 | 8 | 0.1% |
| 11 | 5 | 0.1% |
| Other values (9) | 26 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 8093 | |
| 1 | 824 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 212 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 7 | 8 | 0.1% |
| 8 | 11 | 0.1% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 3 | |
| 16 | 1 | < 0.1% |
| 15 | 4 | |
| 14 | 4 | |
| 13 | 2 | < 0.1% |
| 11 | 5 | |
| 10 | 4 | |
| 9 | 5 |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1893955024 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 8613 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.952079387 |
|---|---|
| Coefficient of variation (CV) | 5.026937678 |
| Kurtosis | 1978.568005 |
| Mean | 0.1893955024 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.69060597 |
| Sum | 1836 |
| Variance | 0.9064551592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8613 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 5 | 8 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 6 | 0.1% |
| 6 | 6 | 0.1% |
| 10 | 4 | < 0.1% |
| Other values (5) | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8613 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 5 | 8 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 4 | |
| 9 | 2 | < 0.1% |
| 8 | 6 | |
| 7 | 8 | |
| 6 | 6 | |
| 5 | 8 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6262636682 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 6490 |
| Zeros (%) | 66.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.254516375 |
|---|---|
| Coefficient of variation (CV) | 2.00317604 |
| Kurtosis | 21.20301943 |
| Mean | 0.6262636682 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.647348129 |
| Sum | 6071 |
| Variance | 1.573811335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6490 | |
| 1 | 1837 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 326 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 8 | 17 | 0.2% |
| 7 | 16 | 0.2% |
| 10 | 8 | 0.1% |
| Other values (7) | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 6490 | |
| 1 | 1837 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 326 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 7 | 16 | 0.2% |
| 8 | 17 | 0.2% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 4 | < 0.1% |
| 10 | 8 | |
| 9 | 6 | 0.1% |
| 8 | 17 | |
| 7 | 16 |
| Distinct | 447 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| 428 | 685 |
|---|---|
| 414 | 669 |
| 786 | 372 |
| 410 | 321 |
| 486 | 318 |
| Other values (442) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.166082113 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 109 ? |
|---|---|
| Unique (%) | 1.1% |
Sample
| 1st row | 577 |
|---|---|
| 2nd row | 428 |
| 3rd row | 562 |
| 4th row | 414 |
| 5th row | 808 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 685 | 7.1% |
| 414 | 669 | 6.9% |
| 786 | 372 | 3.8% |
| 410 | 321 | 3.3% |
| 486 | 318 | 3.3% |
| 427 | 272 | 2.8% |
| 491 | 231 | 2.4% |
| 715 | 229 | 2.4% |
| 682 | 212 | 2.2% |
| 434 | 203 | 2.1% |
| Other values (437) | 6182 |
Length
| Value | Count | Frequency (%) |
| 428 | 685 | 7.1% |
| 414 | 669 | 6.9% |
| 786 | 372 | 3.8% |
| 410 | 321 | 3.3% |
| 486 | 318 | 3.3% |
| 427 | 272 | 2.8% |
| 491 | 231 | 2.4% |
| 715 | 229 | 2.4% |
| 682 | 212 | 2.2% |
| 434 | 203 | 2.1% |
| Other values (437) | 6182 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 441 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 169 |
| Missing (%) | 1.7% |
| Memory size | 75.9 KiB |
| 428 | 654 |
|---|---|
| 276 | 615 |
| 250 | 598 |
| 427 | 462 |
| 401 | 368 |
| Other values (436) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.165984252 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 129 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | 250.02 |
|---|---|
| 2nd row | 585 |
| 3rd row | 596 |
| 4th row | 411 |
| 5th row | 861 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 654 | 6.7% |
| 276 | 615 | 6.3% |
| 250 | 598 | 6.2% |
| 427 | 462 | 4.8% |
| 401 | 368 | 3.8% |
| 599 | 300 | 3.1% |
| 496 | 292 | 3.0% |
| 414 | 283 | 2.9% |
| 411 | 258 | 2.7% |
| 403 | 242 | 2.5% |
| Other values (431) | 5453 |
Length
| Value | Count | Frequency (%) |
| 428 | 654 | 6.9% |
| 276 | 615 | 6.5% |
| 250 | 598 | 6.3% |
| 427 | 462 | 4.9% |
| 401 | 368 | 3.9% |
| 599 | 300 | 3.1% |
| 496 | 292 | 3.1% |
| 414 | 283 | 3.0% |
| 411 | 258 | 2.7% |
| 403 | 242 | 2.5% |
| Other values (431) | 5453 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 468 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 511 |
| 428 | 396 |
| 427 | 384 |
| Other values (463) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.105426037 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 133 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | 401 |
|---|---|
| 2nd row | 496 |
| 3rd row | 585 |
| 4th row | 295 |
| 5th row | 865 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 1169 | 12.1% |
| 401 | 839 | 8.7% |
| 276 | 511 | 5.3% |
| 428 | 396 | 4.1% |
| 427 | 384 | 4.0% |
| 414 | 376 | 3.9% |
| 496 | 232 | 2.4% |
| 403 | 198 | 2.0% |
| 272 | 191 | 2.0% |
| 599 | 188 | 1.9% |
| Other values (458) | 5210 |
Length
| Value | Count | Frequency (%) |
| 250 | 1169 | 12.1% |
| 401 | 839 | 8.7% |
| 276 | 511 | 5.3% |
| 428 | 396 | 4.1% |
| 427 | 384 | 4.0% |
| 414 | 376 | 3.9% |
| 496 | 232 | 2.4% |
| 403 | 198 | 2.0% |
| 272 | 191 | 2.0% |
| 599 | 188 | 1.9% |
| Other values (458) | 5210 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
number_diagnoses
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.41252321 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.954272453 |
|---|---|
| Coefficient of variation (CV) | 0.2636446993 |
| Kurtosis | -0.1242502461 |
| Mean | 7.41252321 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.9111943497 |
| Sum | 71857 |
| Variance | 3.819180819 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 4746 | |
| 5 | 1038 | 10.7% |
| 8 | 1013 | 10.4% |
| 6 | 984 | 10.2% |
| 7 | 935 | 9.6% |
| 4 | 542 | 5.6% |
| 3 | 298 | 3.1% |
| 2 | 109 | 1.1% |
| 1 | 22 | 0.2% |
| 16 | 2 | < 0.1% |
| Other values (4) | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 22 | 0.2% |
| 2 | 109 | 1.1% |
| 3 | 298 | 3.1% |
| 4 | 542 | 5.6% |
| 5 | 1038 | 10.7% |
| 6 | 984 | 10.2% |
| 7 | 935 | 9.6% |
| 8 | 1013 | 10.4% |
| 9 | 4746 | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 4746 | |
| 8 | 1013 | 10.4% |
| 7 | 935 | 9.6% |
| 6 | 984 | 10.2% |
| 5 | 1038 | 10.7% |
blood_type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| O+ | |
|---|---|
| A+ | |
| B+ | |
| O- | |
| A- | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.042603672 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A+ |
|---|---|
| 2nd row | O- |
| 3rd row | A+ |
| 4th row | O- |
| 5th row | O+ |
Common Values
| Value | Count | Frequency (%) |
| O+ | 3799 | |
| A+ | 2968 | |
| B+ | 1074 | 11.1% |
| O- | 702 | 7.2% |
| A- | 578 | 6.0% |
| AB+ | 321 | 3.3% |
| B- | 160 | 1.7% |
| AB- | 92 | 0.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| o | 4501 | |
| a | 3546 | |
| b | 1234 | 12.7% |
| ab | 413 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.18680627 |
| Minimum | 10.9 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 10.9 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.4 |
| median | 14.1 |
| Q3 | 14.9 |
| 95-th percentile | 16 |
| Maximum | 18 |
| Range | 7.1 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.050907971 |
|---|---|
| Coefficient of variation (CV) | 0.07407643069 |
| Kurtosis | -0.4462990845 |
| Mean | 14.18680627 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.189357108 |
| Sum | 137526.9 |
| Variance | 1.104407564 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.6 | 354 | 3.7% |
| 13.8 | 348 | 3.6% |
| 13.5 | 337 | 3.5% |
| 14.5 | 326 | 3.4% |
| 13.7 | 323 | 3.3% |
| 13.4 | 318 | 3.3% |
| 13.9 | 316 | 3.3% |
| 14 | 315 | 3.2% |
| 14.4 | 313 | 3.2% |
| 14.3 | 313 | 3.2% |
| Other values (60) | 6431 |
| Value | Count | Frequency (%) |
| 10.9 | 1 | < 0.1% |
| 11.1 | 1 | < 0.1% |
| 11.2 | 2 | < 0.1% |
| 11.3 | 3 | < 0.1% |
| 11.4 | 2 | < 0.1% |
| 11.5 | 2 | < 0.1% |
| 11.6 | 7 | 0.1% |
| 11.7 | 11 | |
| 11.8 | 13 | |
| 11.9 | 22 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17.8 | 1 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 17.5 | 2 | < 0.1% |
| 17.4 | 3 | < 0.1% |
| 17.3 | 1 | < 0.1% |
| 17.2 | 1 | < 0.1% |
| 17.1 | 8 | |
| 17 | 8 |
blood_transfusion
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 8522 | |
| True | 1172 | 12.1% |
max_glu_serum
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| None | |
|---|---|
| NONE | |
| Norm | 166 |
| >200 | 147 |
| >300 | 101 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | None |
| 3rd row | NONE |
| 4th row | None |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 6442 | |
| NONE | 2744 | |
| Norm | 166 | 1.7% |
| >200 | 147 | 1.5% |
| >300 | 101 | 1.0% |
| NORM | 94 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| none | 9186 | |
| norm | 260 | 2.7% |
| 200 | 147 | 1.5% |
| 300 | 101 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
A1Cresult
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| None | |
|---|---|
| >8 | 798 |
| Norm | 478 |
| >7 | 348 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.763565092 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >8 |
|---|---|
| 2nd row | None |
| 3rd row | None |
| 4th row | None |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 8070 | |
| >8 | 798 | 8.2% |
| Norm | 478 | 4.9% |
| >7 | 348 | 3.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| none | 8070 | |
| 8 | 798 | 8.2% |
| norm | 478 | 4.9% |
| 7 | 348 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
diuretics
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True | 179 |
| Value | Count | Frequency (%) |
| False | 9515 | |
| True | 179 | 1.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5257 | |
| False | 4437 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Ch |
| 5th row | Ch |
Common Values
| Value | Count | Frequency (%) |
| No | 5165 | |
| Ch | 4529 |
Length
Pie chart
| Value | Count | Frequency (%) |
| no | 5165 | |
| ch | 4529 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 7493 | |
| False | 2201 | 22.7% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100706.0 | 12224646.0 | Caucasian | Male | [40-50) | ? | 2.0 | 1.0 | 1 | 3 | BC | Endocrinology | False | Complete | 64.0 | 0 | 10.0 | 0 | 0 | 0 | 577 | 250.02 | 401 | 5 | A+ | 14.2 | False | None | >8 | No | Yes | No | Yes | False |
| 1 | 99518.0 | 1020438.0 | African American | Male | [60-70) | ? | 2.0 | 18.0 | 2 | 2 | ? | ? | False | Complete | 32.0 | 1 | 15.0 | 4 | 0 | 4 | 428 | 585 | 496 | 9 | O- | 14.1 | False | None | None | No | Yes | No | Yes | False |
| 2 | 89397.0 | 141934014.0 | AfricanAmerican | Female | [60-70) | ? | 3.0 | 1.0 | 1 | 5 | BC | Family/GeneralPractice | False | Complete | 57.0 | 2 | 30.0 | 0 | 0 | 0 | 562 | 596 | 585 | 9 | A+ | 13.4 | False | NONE | None | No | Yes | No | Yes | False |
| 3 | 89653.0 | 168821964.0 | Caucasian | Male | [50-60) | ? | 3.0 | 1.0 | 1 | 1 | MC | Radiologist | False | Complete | 34.0 | 6 | 24.0 | 0 | 0 | 1 | 414 | 411 | 295 | 9 | O- | 15.3 | False | None | None | Yes | Yes | Ch | Yes | False |
| 4 | 83278.0 | 6485868.0 | Hispanic | Male | [30-40) | ? | 1.0 | 3.0 | 7 | 14 | ? | ? | False | Complete | 89.0 | 6 | 48.0 | 0 | 0 | 0 | 808 | 861 | 865 | 9 | O+ | 14.6 | True | None | None | No | Yes | Ch | Yes | False |
| 5 | 83713.0 | 123423750.0 | Caucasian | Male | [40-50) | ? | 1.0 | 6.0 | 7 | 7 | ? | ? | False | Complete | 3.0 | 0 | 11.0 | 0 | 0 | 1 | 434 | 425 | 428 | 9 | A+ | 15.4 | False | NONE | None | No | Yes | Ch | Yes | False |
| 6 | 101072.0 | 114696756.0 | Caucasian | Male | [60-70) | ? | 1.0 | 1.0 | 7 | 2 | MC | ? | False | Complete | 44.0 | 0 | 17.0 | 0 | 0 | 0 | 852 | NaN | 414 | 9 | A+ | 14.8 | False | None | None | No | Yes | Ch | Yes | True |
| 7 | 90645.0 | 11351394.0 | Caucasian | Female | [60-70) | ? | 3.0 | 3.0 | 1 | 3 | ? | Orthopedics | False | Complete | 26.0 | 1 | 32.0 | 0 | 0 | 1 | 715 | 250 | 427 | 9 | A+ | 14.2 | False | None | None | No | Yes | No | Yes | False |
| 8 | 97867.0 | 141851502.0 | WHITE | Male | [80-90) | ? | 6.0 | 3.0 | 7 | 4 | ? | InternalMedicine | False | Complete | 41.0 | 0 | 8.0 | 0 | 0 | 0 | 823 | 920 | E888 | 6 | O+ | 18.0 | False | Norm | None | No | Yes | No | Yes | False |
| 9 | 89885.0 | 140092992.0 | Caucasian | Male | [70-80) | ? | 1.0 | 1.0 | 7 | 3 | ? | ? | False | Complete | 44.0 | 0 | 13.0 | 0 | 0 | 0 | 410 | 250 | 438 | 9 | O+ | 15.6 | False | NONE | >7 | No | Yes | Ch | Yes | False |
Last rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9684 | 81825.0 | 165320082.0 | WHITE | Female | [70-80) | ? | 1.0 | 1.0 | 7 | 2 | MC | InternalMedicine | False | Complete | 60.0 | 0 | 11.0 | 0 | 0 | 0 | 250.8 | 491 | 599 | 9 | O+ | 14.0 | False | None | None | No | No | No | Yes | False |
| 9685 | 96103.0 | 84284514.0 | Caucasian | Male | [70-80) | ? | 1.0 | 3.0 | 7 | 3 | MC | ? | False | Complete | 53.0 | 0 | 18.0 | 0 | 0 | 1 | 435 | 250.02 | 253 | 9 | O+ | 17.4 | False | None | >8 | No | Yes | Ch | Yes | False |
| 9686 | 96970.0 | 87469974.0 | Caucasian | Female | [60-70) | ? | 3.0 | 1.0 | 1 | 7 | MC | ? | False | Complete | 21.0 | 4 | 11.0 | 0 | 0 | 0 | 153 | 401 | 250 | 4 | O+ | 13.0 | False | None | None | No | Yes | Ch | Yes | False |
| 9687 | 99920.0 | 82030878.0 | Caucasian | Male | [60-70) | ? | 1.0 | 1.0 | 7 | 2 | SP | ? | False | Complete | 37.0 | 1 | 8.0 | 0 | 0 | 1 | 531 | 285 | 41 | 7 | A- | 15.1 | False | None | None | No | No | No | No | False |
| 9688 | 88037.0 | 12464442.0 | ? | Male | [70-80) | ? | 2.0 | 1.0 | 9 | 2 | MC | InternalMedicine | False | Complete | 41.0 | 0 | 15.0 | 0 | 0 | 0 | 428 | 250 | 401 | 5 | A+ | 14.0 | False | NONE | None | No | Yes | Ch | Yes | False |
| 9689 | 91851.0 | 17594028.0 | Caucasian | Female | [70-80) | ? | 1.0 | 18.0 | 7 | 3 | ? | Family/GeneralPractice | False | Incomplete | 52.0 | 0 | 7.0 | 0 | 0 | 0 | 562 | 428 | V45 | 9 | A+ | 13.0 | False | None | None | No | No | No | No | False |
| 9690 | 84067.0 | 46722582.0 | Caucasian | Male | [80-90) | ? | 6.0 | 25.0 | 17 | 7 | ? | Family/GeneralPractice | False | Complete | 25.0 | 0 | 15.0 | 2 | 0 | 2 | 997 | 453 | 496 | 9 | B+ | 15.2 | False | Norm | None | No | No | No | Yes | False |
| 9691 | 85961.0 | 83528442.0 | Caucasian | Male | [70-80) | ? | NaN | 1.0 | 1 | 3 | MC | Family/GeneralPractice | False | Incomplete | 45.0 | 0 | 7.0 | 0 | 0 | 0 | 428 | 401 | 427 | 5 | O- | 14.9 | False | None | None | No | No | No | Yes | False |
| 9692 | 89365.0 | 119906946.0 | Caucasian | Male | [80-90) | ? | 1.0 | 1.0 | 7 | 1 | MC | ? | False | Incomplete | 3.0 | 0 | NaN | 0 | 0 | 0 | 435 | 428 | 401 | 9 | O+ | 14.5 | False | None | None | No | Yes | Ch | Yes | False |
| 9693 | 82858.0 | 103427046.0 | Latino | Female | [60-70) | ? | 1.0 | 1.0 | 1 | 2 | ? | InternalMedicine | False | Complete | 44.0 | 0 | 8.0 | 0 | 0 | 1 | 438 | 780 | V45 | 6 | B+ | 13.5 | False | None | Norm | No | No | No | No | True |